Assessing consumer credit applications by a genetic programming approach

Studies in Computational Intelligence

Volumn 448, Issue , 2013, Pages 79-89

  Rampone, Salvatore ^a   Frattolillo, Franco ^a   Landolfi, Federica ^a  

^a UNIVERSITY OF SANNIO   (Italy)

Author keywords

Consumer credit; Credit Request; Genetic Programming; Risk Assessment

Indexed keywords

EID: 84870417141     PISSN: 1860949X     EISSN: None     Source Type: Book Series    
DOI: 10.1007/978-3-642-32903-6_7     Document Type: Conference Paper

References (15)

1. Cramer, N.L.: A representation for the Adaptive Generation of Simple Sequential Programs. In: Grefenstette, J.J. (ed.) Proceedings of an International Conference on Genetic Algorithms and the Applications, Carnegie Mellon University (1985)
2. Crook, J.N., Edelman, D.B., Thomas, L.C.: Recent developments in consumer credit risk assessment. European Journal of Operational Research 183, 1447-1465 (2007)
3. Davidson, J.W., Savic, D.A., Walters, G.A.: Symbolic and numerical regression: Experiments and applications. Information Sciences 150(1/2), 95-117 (2003)
4. De Stefano, C., Della Cioppa, A., Marcelli, A.: Character preclassification based on genetic programming. Pattern Recognition Letters 23(12), 1439-1448 (2002)
5. Durand, D.: Risk Elements in Consumer Installment Financing. National Bureau of Economic Research, New York (1941)
6. Faraoun, K., Boukelif, A.: Genetic Programming Approach for Multicategory Pattern Classification Applied to Network Intrusions Detection. International Journal of Computational Intelligence and Applications (IJCIA) 6(1), 77-99 (2006)
7. Frank, A., Asuncion, A.: UCI Machine Learning Repository. University of California, School of Information and Computer Science, Irvine, CA (2010)
8. Goldberg, D.E.: Genetic Algorithms in Search, Optimization & Machine Learning. AddisonWesley (1989)
9. Jabeen, H., Baig, A.R.: Review of Classification Using Genetic Programming. International Journal of Engineering Science and Technology 2(2), 94-103 (2010)
10. Handzic, M., Tjandrawibawa, F., Yeo, J.: How Neural Networks Can Help Loan Officers to Make Better Informed Application Decisions. Informing Science 6, 97-109 (2003)
11. Koza, J.R.: Genetic Programming II: Automatic Discovery of Reusable Programs. The MIT Press, MA (1994)
12. Lahsasna, A., Ainon, R.N., Wah, T.Y.: Credit Scoring Models Using Soft Computing Methods: A Survey. The International Arab Journal of Information Technology 7(2), 115- 123 (2010)
13. Ong, C.S., Huang, J.J., Tzeng, G.H.: Building credit scoring systems using genetic programming. Expert Systems with Applications 29, 41-47 (2005)
14. Schmidt, M., Lipson, H.: Distilling Free-Form Natural Laws from Experimental Data. Science 324(5923), 81-85 (2009)
15. Zhang, Y., Bhattacharyya, S.: Genetic programming in classifying large-scale data: an ensemble method. Information Science 163(1/3), 85-101 (2004)